iBreakDown
Model Agnostic Instance Level Variable Attributions
Model agnostic tool for decomposition of predictions from black boxes. Supports additive attributions and attributions with interactions. The Break Down Table shows contributions of every variable to a final prediction. The Break Down Plot presents variable contributions in a concise graphical way. This package works for classification and regression models. It is an extension of the 'breakDown' package (Staniak and Biecek 2018)
- https://ModelOriented.github.io/iBreakDown/
- GitHub
- File a bug report
- iBreakDown results
- iBreakDown.pdf
- Version2.1.2
- R version≥ 3.5
- LicenseGPL-3
- Needs compilation?No
- iBreakDown citation info
- Last release12/01/2023
Documentation
Team
Przemyslaw Biecek
Alicja Gosiewska
Hubert Baniecki
Adam Izdebski
Show author detailsRolesAuthorDariusz Komosinski
Show author detailsRolesContributor
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- Depends1 package
- Imports1 package
- Suggests11 packages
- Reverse Imports4 packages